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![chiragdwk Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::477552157.png) chirag upadhyay [@chiragdwk](/creator/twitter/chiragdwk) on x XX followers
Created: 2025-07-19 18:10:32 UTC

🌐 As decentralized AI matures, the network effect will surpass traditional centralized models—merit-based competition, global participation, and transparent validation empower anyone to contribute and earn. This democratization accelerates innovation and AI democratiza


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946633772507492799/c:line.svg)

**Related Topics**
[coins ai](/topic/coins-ai)
[decentralized](/topic/decentralized)

[Post Link](https://x.com/chiragdwk/status/1946633772507492799)